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_toc.yaml
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toc:
- title: "Get started with TFX"
path: /tfx/tutorials/
- heading: "TFX: Getting started tutorials"
- title: "1. Starter pipeline"
path: /tfx/tutorials/tfx/penguin_simple
- title: "2. Adding data validation"
path: /tfx/tutorials/tfx/penguin_tfdv
- title: "3. Adding feature engineering"
path: /tfx/tutorials/tfx/penguin_tft
- title: "4. Adding model analysis"
path: /tfx/tutorials/tfx/penguin_tfma
- heading: "TFX: Interactive tutorials"
- title: "Interactive tutorial (TF2 Keras)"
path: /tfx/tutorials/tfx/components_keras
- title: "Interactive tutorial (Estimator)"
path: /tfx/tutorials/tfx/components
- heading: "TFX on Google Cloud"
- title: "Running on Vertex Pipelines"
path: /tfx/tutorials/tfx/gcp/vertex_pipelines_simple
- title: "Read data from BigQuery"
path: /tfx/tutorials/tfx/gcp/vertex_pipelines_bq
- title: "Vertex AI Training and Serving"
path: /tfx/tutorials/tfx/gcp/vertex_pipelines_vertex_training
- title: "Cloud AI Platform Pipelines tutorial"
path: /tfx/tutorials/tfx/cloud-ai-platform-pipelines
- heading: "TFX: Advanced tutorials"
- title: "Custom component tutorial"
path: /tfx/tutorials/tfx/python_function_component
- title: "Airflow tutorial"
path: /tfx/tutorials/tfx/airflow_workshop
- title: "Neural Structured Learning in TFX"
path: /tfx/tutorials/tfx/neural_structured_learning
- heading: "Data Validation"
- title: "Get started with TFDV"
path: /tfx/tutorials/data_validation/tfdv_basic
- heading: "Transform"
- title: "Preprocess data (beginner)"
path: /tfx/tutorials/transform/simple
- title: "Preprocess data (advanced)"
path: /tfx/tutorials/transform/census
- heading: "Model Analysis"
- title: "Get started with TFMA"
path: /tfx/tutorials/model_analysis/tfma_basic
- title: "Fairness Indicators tutorial"
path: /responsible_ai/fairness_indicators/tutorials/Fairness_Indicators_Example_Colab
- heading: "Deploy a trained model"
- title: "Servers: TFX for TensorFlow Serving"
path: /tfx/tutorials/serving/rest_simple
- title: "Mobile & IoT: TFX for TensorFlow Lite"
path: /tfx/tutorials/tfx/tfx_for_mobile
- heading: "ML Metadata"
- title: "Get started with MLMD"
path: /tfx/tutorials/mlmd/mlmd_tutorial